Categorical Data Analysis, 3/e (Hardcover)

Alan Agresti

  • 出版商: Wiley
  • 出版日期: 2012-12-03
  • 定價: $3,150
  • 售價: 9.8$3,087
  • 語言: 英文
  • 頁數: 752
  • 裝訂: Hardcover
  • ISBN: 0470463635
  • ISBN-13: 9780470463635
  • 相關分類: Data Science
  • 立即出貨 (庫存=1)

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<內容簡介>

Praise for the Second Edition

"A must-have book for anyone expecting to do research and/or applications in categorical data analysis."
Statistics in Medicine

"It is a total delight reading this book."
Pharmaceutical Research

"If you do any analysis of categorical data, this is an essential desktop reference."
Technometrics

The use of statistical methods for analyzing categorical data has increased dramatically, particularly in the biomedical, social sciences, and financial industries. Responding to new developments, this book offers a comprehensive treatment of the most important methods for categorical data analysis.

Categorical Data Analysis, Third Edition summarizes the latest methods for univariate and correlated multivariate categorical responses. Readers will find a unified generalized linear models approach that connects logistic regression and Poisson and negative binomial loglinear models for discrete data with normal regression for continuous data. This edition also features:

·        An emphasis on logistic and probit regression methods for binary, ordinal, and nominal responses for independent observations and for clustered data with marginal models and random effects models

·        Two new chapters on alternative methods for binary response data, including smoothing and regularization methods, classification methods such as linear discriminant analysis and classification trees, and cluster analysis

·        New sections introducing the Bayesian approach for methods in that chapter

·        More than 100 analyses of data sets and over 600 exercises

·        Notes at the end of each chapter that provide references to recent research and topics not covered in the text, linked to a bibliography of more than 1,200 sources

·        A supplementary website showing how to use R and SAS; for all examples in the text, with information also about SPSS and Stata and with exercise solutions

Categorical Data Analysis, Third Edition is an invaluable tool for statisticians and methodologists, such as biostatisticians and researchers in the social and behavioral sciences, medicine and public health, marketing, education, finance, biological and agricultural sciences, and industrial quality control.

 

商品描述(中文翻譯)

內容簡介:

《Categorical Data Analysis, Third Edition》是一本專門介紹單變量和相關多變量類別響應的最新方法的書籍。本書提供了一種統一的廣義線性模型方法,將邏輯回歸、泊松和負二項式對數線性模型(適用於離散數據)與正常回歸(適用於連續數據)相結合。本版還包括以下特點:

- 新增了對多變量類別響應的處理方法。
- 提供了更多實際案例和數據集,幫助讀者理解和應用方法。
- 強調了模型的評估和解釋,並提供了相關的統計軟件代碼。

這本書對於從事類別數據分析的研究和應用的人來說是一本必備參考書籍。以下是對第二版的讚譽:

- "對於任何期望進行類別數據分析的人來說,這是一本必備的書籍。" -《Statistics in Medicine》
- "閱讀這本書是一種完全的享受。" -《Pharmaceutical Research》
- "如果你進行任何類別數據分析,這是一本必不可少的桌面參考書。" -《Technometrics》

在生物醫學、社會科學和金融行業中,使用統計方法進行類別數據分析的應用越來越多。為了應對這些新發展,本書提供了對於類別數據分析最重要的方法的全面介紹。